Identification of optimal operating strategy of direct air-cooling condenser for Rankine cycle based power plants

Abstract Direct air-cooling condenser has attracted significant attention in the last decade due to the employment of Rankine-cycle based power plants from renewable (e.g., concentrated solar) or traditional (e.g., coal) heat sources in water-scarce areas. The optimal operating strategy of direct air-cooling condenser to maximize net power gain under given plant status and boundary conditions is rather complicated due to strong impacts from the steam turbine subsystem and varying ambient conditions. This paper aims at determining, for various boundary conditions, the optimal operating fan frequency and the corresponding back pressure of a typical large-scale air-cooled coal-fired power plant via accurate off-design models of both the turbine subsystem and air-cooling condenser, which are derived by combining aggregated physical equations and real operating data. Several data pre-processing techniques, e.g., quasi steady-state selection, are employed first to improve the data quality. Then, the processed data are divided into two parts for the performance characterization of involved equipment and the accuracy testing of the derived models, respectively. The results show that good agreement has been achieved between the prediction of the established models and the real operating data within a wide range of load factor (50–100%), and ambient temperature (10–30 °C). To maximize the plant profit, practical and quantitative operating guidelines of the air fans have been derived, which are further employed to examine current operating strategy of the air-cooling condenser of the considered power plant. It is found that with a load factor over 85%, even the full-load operation of all equipped air fans cannot deliver the theoretical optimal back pressure for the steam turbine subsystem, indicating potential benefits of enlarging the condenser for high operating loads. The proposed identification procedure can be easily implemented as an online monitoring and supervision system to practically assist the optimal plant operation.

[1]  Gang Xu,et al.  Comprehensive exergy-based evaluation and parametric study of a coal-fired ultra-supercritical power plant , 2013 .

[2]  Mariano Martín,et al.  Optimal annual operation of the dry cooling system of a concentrated solar energy plant in the south of Spain , 2015 .

[3]  Weifeng He,et al.  Influence investigation from the forced draught fan mode on the characteristics of an air-cooled power plant , 2016, 2016 International Conference on System Reliability and Science (ICSRS).

[4]  Yongping Yang,et al.  Experimental analysis of parameter influences on the performances of direct air cooled power generating unit , 2013 .

[5]  Jizhen Liu,et al.  Closed-loop optimization control on fan speed of air-cooled steam condenser units for energy saving and rapid load regulation , 2017 .

[6]  Tatiana Morosuk,et al.  Performance degradation diagnosis of thermal power plants: A method based on advanced exergy analysis , 2016 .

[7]  Tatiana Morosuk,et al.  Multi-objective optimization of coal-fired power plants using differential evolution , 2014 .

[8]  Tatiana Morosuk,et al.  Advanced Thermodynamic Analysis and Evaluation of a Supercritical Power Plant , 2012 .

[9]  Yongping Yang,et al.  Direct dry cooling system through hybrid ventilation for improving cooling efficiency in power plants , 2017 .

[10]  Chao Xu,et al.  Experimental study on heat transfer performance improvement of wavy finned flat tube , 2015 .

[11]  Xu Gang,et al.  Calculation and Analysis of Energy Consumption Interactions in Thermal Systems of Large-scale Coal-fired Steam Power Generation Units , 2012 .

[12]  Jingqi Yuan,et al.  Online application oriented calculation of the exhaust steam wetness fraction of the low pressure cylinder in thermal power plant , 2015 .

[13]  Yongping Yang,et al.  Exergoeconomic Evaluation of a Modern Ultra-Supercritical Power Plant , 2012 .

[14]  Matthias Lampe,et al.  Superstructure-free synthesis and optimization of thermal power plants , 2015 .

[15]  Zheng Li,et al.  Data reconciliation for the overall thermal system of a steam turbine power plant , 2016 .

[16]  Yongping Yang,et al.  A novel layout of air-cooled condensers to improve thermo-flow performances , 2016 .

[17]  Ligang Wang,et al.  Multi-objective superstructure-free synthesis and optimization of thermal power plants , 2016 .

[18]  Ronan Grimes,et al.  The effect of wind on the optimal design and performance of a modular air-cooled condenser for a concentrated solar power plant , 2014 .

[19]  Xu Gang Improvement and Primary Application of Theory of Fuel Specific Consumption , 2012 .

[20]  Srinivas Garimella,et al.  Achieving near-water-cooled power plant performance with air-cooled condensers , 2016 .

[21]  P. Vijayan,et al.  A review on the thermal hydraulic characteristics of the air-cooled heat exchangers in forced convection , 2015 .

[22]  S. Wongwises,et al.  Effect of fin pitches on the air-side performance of L-footed spiral fin-and-tube heat exchangers , 2013 .

[23]  David H. Cooke,et al.  On prediction of off-design multistage turbine pressures by Stodola's Ellipse , 1985 .

[24]  Tatiana Morosuk,et al.  Systematic Optimization of the Design of Steam Cycles Using MINLP and Differential Evolution , 2014 .

[25]  Lijun Yang,et al.  Trapezoidal array of air-cooled condensers to restrain the adverse impacts of ambient winds in a power plant , 2012 .

[26]  Ronan Grimes,et al.  Modelling the thermodynamic performance of a concentrated solar power plant with a novel modular air-cooled condenser , 2014 .

[27]  Jizhen Liu,et al.  Optimization of an air-cooling system and its application to grid stability , 2013 .

[28]  Tatiana Morosuk,et al.  Parametric optimization of supercritical coal-fired power plants by MINLP and differential evolution , 2014 .

[29]  P. Muthukumar,et al.  Empirical Correlation Based Models for Estimation of Air Cooled and Water Cooled Condenser's Performance☆ , 2017 .

[30]  K. Nithyanandam,et al.  Cost and performance analysis of concentrating solar power systems with integrated latent thermal energy storage , 2014 .

[31]  Yongping Yang,et al.  A data-driven model for the air-cooling condenser of large-scale coal-fired power plants based on data reconciliation and support vector regression , 2018 .

[32]  Chang Hwoi Kim,et al.  Prediction of golden time using SVR for recovering SIS under severe accidents , 2016 .

[33]  Alexandra M. Newman,et al.  Optimized dispatch in a first-principles concentrating solar power production model , 2017 .

[34]  Ankur Kumar,et al.  3D CFD simulations of air cooled condenser-II: Natural draft around a single finned tube kept in a small chimney , 2016 .

[35]  Tatiana Morosuk,et al.  Malfunction diagnosis of thermal power plants based on advanced exergy analysis: The case with multiple malfunctions occurring simultaneously , 2017 .

[36]  Ligang Wang,et al.  Thermo-economic evaluation, optimization and synthesis of large-scale coal-fired power plants , 2016 .

[37]  Yongping Yang,et al.  Back pressure prediction of the direct air cooled power generating unit using the artificial neural network model , 2011 .

[38]  H. C. Tseng,et al.  Effect of domain boundary set on natural convection heat transfer characteristics for vertical annular finned tube heat exchanger , 2017 .

[39]  Giovanna Barigozzi,et al.  Wet and dry cooling systems optimization applied to a modern waste-to-energy cogeneration heat and power plant , 2011 .

[40]  Zheng Li,et al.  Data reconciliation for steam turbine on-line performance monitoring , 2014 .

[41]  Lijun Yang,et al.  Operation of air-cooling CHP generating unit under the effect of natural wind , 2016 .

[42]  Han-Taw Chen,et al.  Numerical and experimental study of natural convection heat transfer characteristics for vertical plate fin and tube heat exchangers with various tube diameters , 2016 .

[43]  Maoqing Li,et al.  Performance prediction of an air-cooled steam condenser using UDF method , 2013 .

[44]  Ronan Grimes,et al.  The Influence of the Steam-side Characteristics of a Modular Air- cooled Condenser on CSP Plant Performance , 2014 .

[45]  Bin Chen,et al.  Embodied energy analysis for coal-based power generation system-highlighting the role of indirect energy cost , 2016 .

[46]  Zheng Li,et al.  A data reconciliation based framework for integrated sensor and equipment performance monitoring in power plants , 2014 .

[47]  Yongping Yang,et al.  Heat load capability matching principle and its applications to anti-freezing of air-cooled condenser , 2014 .